Resistance training
3 full-body sessions per week, compound lifts (squat, bench, row, deadlift), progressively loaded. Lifting heavy under a calorie deficit is the strongest signal for muscle preservation. 6-10 working sets per muscle group per week is the floor; more if appetite allows the protein intake to support it.